Overview


Alerts aggregated per feature

Alert frequency per Feature

country:num_sold
871 (4%)
668 (3%)
15993 (91%)
num_sold
193 (0%)
1849 (4%)
38866 (95%)

Histograms


This section contains visualisations of individual histograms and heatmaps of them over time.

Histogram Inspector

Traffic Lights


Traffic light calculation for different statistics (based on the calculated normalized residual, a.k.a. pull). Statistics for which all traffic lights are green are hidden from view by default.

Overview

count pull                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
entropy pull                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
phik pull                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
phik trend10 zscore                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
prev1 chi2 zscore                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
prev1 ks zscore                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
ref chi2 zscore                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
ref jsd pull                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
ref ks zscore                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
ref max prob diff pull                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
ref psi pull                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
ref unknown labels                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
 2017-01-012017-01-022017-01-032017-01-042017-01-052017-01-062017-01-072017-01-082017-01-092017-01-102017-01-112017-01-122017-01-132017-01-142017-01-152017-01-162017-01-172017-01-182017-01-192017-01-202017-01-212017-01-222017-01-232017-01-242017-01-252017-01-262017-01-272017-01-282017-01-292017-01-302017-01-312017-02-012017-02-022017-02-032017-02-042017-02-052017-02-062017-02-072017-02-082017-02-092017-02-102017-02-112017-02-122017-02-132017-02-142017-02-152017-02-162017-02-172017-02-182017-02-192017-02-202017-02-212017-02-222017-02-232017-02-242017-02-252017-02-262017-02-272017-02-282017-03-012017-03-022017-03-032017-03-042017-03-052017-03-062017-03-072017-03-082017-03-092017-03-102017-03-112017-03-122017-03-132017-03-142017-03-152017-03-162017-03-172017-03-182017-03-192017-03-202017-03-212017-03-222017-03-232017-03-242017-03-252017-03-262017-03-272017-03-282017-03-292017-03-302017-03-312017-04-012017-04-022017-04-032017-04-042017-04-052017-04-062017-04-072017-04-082017-04-092017-04-102017-04-112017-04-122017-04-132017-04-142017-04-152017-04-162017-04-172017-04-182017-04-192017-04-202017-04-212017-04-222017-04-232017-04-242017-04-252017-04-262017-04-272017-04-282017-04-292017-04-302017-05-012017-05-022017-05-032017-05-042017-05-052017-05-062017-05-072017-05-082017-05-092017-05-102017-05-112017-05-122017-05-132017-05-142017-05-152017-05-162017-05-172017-05-182017-05-192017-05-202017-05-212017-05-222017-05-232017-05-242017-05-252017-05-262017-05-272017-05-282017-05-292017-05-302017-05-312017-06-012017-06-022017-06-032017-06-042017-06-052017-06-062017-06-072017-06-082017-06-092017-06-102017-06-112017-06-122017-06-132017-06-142017-06-152017-06-162017-06-172017-06-182017-06-192017-06-202017-06-212017-06-222017-06-232017-06-242017-06-252017-06-262017-06-272017-06-282017-06-292017-06-302017-07-012017-07-022017-07-032017-07-042017-07-052017-07-062017-07-072017-07-082017-07-092017-07-102017-07-112017-07-122017-07-132017-07-142017-07-152017-07-162017-07-172017-07-182017-07-192017-07-202017-07-212017-07-222017-07-232017-07-242017-07-252017-07-262017-07-272017-07-282017-07-292017-07-302017-07-312017-08-012017-08-022017-08-032017-08-042017-08-052017-08-062017-08-072017-08-082017-08-092017-08-102017-08-112017-08-122017-08-132017-08-142017-08-152017-08-162017-08-172017-08-182017-08-192017-08-202017-08-212017-08-222017-08-232017-08-242017-08-252017-08-262017-08-272017-08-282017-08-292017-08-302017-08-312017-09-012017-09-022017-09-032017-09-042017-09-052017-09-062017-09-072017-09-082017-09-092017-09-102017-09-112017-09-122017-09-132017-09-142017-09-152017-09-162017-09-172017-09-182017-09-192017-09-202017-09-212017-09-222017-09-232017-09-242017-09-252017-09-262017-09-272017-09-282017-09-292017-09-302017-10-012017-10-022017-10-032017-10-042017-10-052017-10-062017-10-072017-10-082017-10-092017-10-102017-10-112017-10-122017-10-132017-10-142017-10-152017-10-162017-10-172017-10-182017-10-192017-10-202017-10-212017-10-222017-10-232017-10-242017-10-252017-10-262017-10-272017-10-282017-10-292017-10-302017-10-312017-11-012017-11-022017-11-032017-11-042017-11-052017-11-062017-11-072017-11-082017-11-092017-11-102017-11-112017-11-122017-11-132017-11-142017-11-152017-11-162017-11-172017-11-182017-11-192017-11-202017-11-212017-11-222017-11-232017-11-242017-11-252017-11-262017-11-272017-11-282017-11-292017-11-302017-12-012017-12-022017-12-032017-12-042017-12-052017-12-062017-12-072017-12-082017-12-092017-12-102017-12-112017-12-122017-12-132017-12-142017-12-152017-12-162017-12-172017-12-182017-12-192017-12-202017-12-212017-12-222017-12-232017-12-242017-12-252017-12-262017-12-272017-12-282017-12-292017-12-302017-12-312018-01-012018-01-022018-01-032018-01-042018-01-052018-01-062018-01-072018-01-082018-01-092018-01-102018-01-112018-01-122018-01-132018-01-142018-01-152018-01-162018-01-172018-01-182018-01-192018-01-202018-01-212018-01-222018-01-232018-01-242018-01-252018-01-262018-01-272018-01-282018-01-292018-01-302018-01-312018-02-012018-02-022018-02-032018-02-042018-02-052018-02-062018-02-072018-02-082018-02-092018-02-102018-02-112018-02-122018-02-132018-02-142018-02-152018-02-162018-02-172018-02-182018-02-192018-02-202018-02-212018-02-222018-02-232018-02-242018-02-252018-02-262018-02-272018-02-282018-03-012018-03-022018-03-032018-03-042018-03-052018-03-062018-03-072018-03-082018-03-092018-03-102018-03-112018-03-122018-03-132018-03-142018-03-152018-03-162018-03-172018-03-182018-03-192018-03-202018-03-212018-03-222018-03-232018-03-242018-03-252018-03-262018-03-272018-03-282018-03-292018-03-302018-03-312018-04-012018-04-022018-04-032018-04-042018-04-052018-04-062018-04-072018-04-082018-04-092018-04-102018-04-112018-04-122018-04-132018-04-142018-04-152018-04-162018-04-172018-04-182018-04-192018-04-202018-04-212018-04-222018-04-232018-04-242018-04-252018-04-262018-04-272018-04-282018-04-292018-04-302018-05-012018-05-022018-05-032018-05-042018-05-052018-05-062018-05-072018-05-082018-05-092018-05-102018-05-112018-05-122018-05-132018-05-142018-05-1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Overview

count pull                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
distinct pull                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
entropy pull                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
filled pull                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
max pull                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
mean pull                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
mean trend10 zscore                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
min pull                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
most probable value pull                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
nan pull                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
overflow pull                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
p01 pull                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
p05 pull                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
p16 pull                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
p50 pull                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
p84 pull                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
p95 pull                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
p99 pull                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
prev1 chi2 zscore                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
prev1 ks zscore                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
ref chi2 zscore                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
ref jsd pull                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
ref ks zscore                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
ref max prob diff pull                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
ref psi pull                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
ref unknown labels                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
std pull                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
underflow pull                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
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Alerts


Alerts aggregated by all traffic lights for each feature.

Overview

# green253939403938393838383838373837383838383839383938373838383639373636373938393838383838393837373638393838393837373938383637363837363836373737393739373838373938393837373739393938393738393939383738373837393836373939393838373839393938383836373838383737373839393837373738393839363737393836393637373738403938373738373738383637383838393737353737393936383738383639373738383939393838383839363937383838383739383837393936393637373838383937373839393939373737373836393737383939393939373838383639383736383837393839373937373937383837383839373737363736393736373738353937383637393639373737363737383637383838373937383736373938363737373940373837373738393838373839383839383738373937393737383738383838373739393939393837363939393738383737393939403125222235393937404038373735363840393937383836393939383837374039393736383740403838383837393939393838394039383838383840393838373738393839363838384038393738384040393938383838403938363838384038393939393836374039393838403939383838384038393837383939383837373839363440383838403837403839383939403937383938383739393837384039383836373940393837363839403939383738383939383737373739373837363737393838363737373938383737383638383837373737383839373738363940383737373738403937373839403938363838363939393637363739373837363739393838363637383938393738373737383837373836383838373737383938383837373839383938383839373738373737373839383837363739393837363836393839373737383938393737383839373938373738383939383637373939393938383938393939393838393838363938272421263839393940403938353736403838383837393938393738383939393938373838393938373838383939383836393839393937373837403938373838383839393739373839393837363739393939363838374039383738373840393937373738403838383837393839393838383739393938383839383838363737384037393838373837393936363737393939363737373939383738383839393938373737373939383737384039383737373939383938363739363839373738383837393636383737393938373737393739373637373839383737383839363936383737383739373738373739383738383636373838383836373738373738383637383737373739373837373638373939383738383736393638383838373839363837373738373837373837393837383838363937383738373739393739363937383636363839383836383836363939383939393938383837383838373837383839383839373838373736393737393925232534403232322838383838383230383638373833313638383933363238383737373133363336353534303836363636323238383935363330383736363532393634363536373735373734353536363435353637353736373938373538363537374039393840394039384038394040403939374036404038393939394039393939394038403940393838403940403838363738404038373836403936383939393835393938373938384038393838403940383837393838393838373938373937373639393839373939393837393838363938353839373739383839373837393936393940394039363837383738383739393837384038393737373838373736383738383737393836383838373737363638383736363637383737363736383838373638383838353735363638383838373535363635383837383938333934373839373639383938393935393735353835353836373738383638363837383434393939383836353838373438282524232225
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Overview

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Overview

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Comparisons


Statistical comparisons of each time period (one bin) to the reference data.

Previous Reference

Comparing each time slot to the preceding time slot.

prev1 max prob diff

The largest absolute difference between all bin pairs of two normalized histograms

prev1 psi

Population Stability Index

prev1 jsd

Jensen-Shannon Divergence

prev1 ks

Kolmogorov-Smirnov test statistic

prev1 ks pvalue

p-value of the Kolmogorov-Smirnov test

prev1 ks zscore

Z-score of the Kolmogorov-Smirnov test

prev1 unknown labels

Are categories observed in a given time slot that are not present in the reference?

prev1 pearson

Pearson correlation coefficient

prev1 chi2

Chi-squared test statistic

prev1 chi2 norm

Normalized chi-squared statistic

prev1 chi2 zscore

Z-score of the chi-squared statistic

prev1 chi2 pvalue

p-value of the chi-squared statistic

prev1 chi2 max residual

The largest absolute normalized residual (|chi|) observed in all bin pairs

prev1 chi2 spike count

The number of normalized residuals of all bin pairs with absolute value bigger than a given threshold (default: 7).

External Reference

Comparing each time slot to the reference data.

ref max prob diff

The largest absolute difference between all bin pairs of two normalized histograms

ref psi

Population Stability Index

ref jsd

Jensen-Shannon Divergence

ref ks

Kolmogorov-Smirnov test statistic

ref ks pvalue

p-value of the Kolmogorov-Smirnov test

ref ks zscore

Z-score of the Kolmogorov-Smirnov test

ref unknown labels

Are categories observed in a given time slot that are not present in the reference?

ref pearson

Pearson correlation coefficient

ref chi2

Chi-squared test statistic

ref chi2 norm

Normalized chi-squared statistic

ref chi2 zscore

Z-score of the chi-squared statistic

ref chi2 pvalue

p-value of the chi-squared statistic

ref chi2 max residual

The largest absolute normalized residual (|chi|) observed in all bin pairs

ref chi2 spike count

The number of normalized residuals of all bin pairs with absolute value bigger than a given threshold (default: 7).

Others

phik trend10 zscore

Previous Reference

Comparing each time slot to the preceding time slot.

prev1 max prob diff

The largest absolute difference between all bin pairs of two normalized histograms

prev1 psi

Population Stability Index

prev1 jsd

Jensen-Shannon Divergence

prev1 ks

Kolmogorov-Smirnov test statistic

prev1 ks pvalue

p-value of the Kolmogorov-Smirnov test

prev1 ks zscore

Z-score of the Kolmogorov-Smirnov test

prev1 unknown labels

Are categories observed in a given time slot that are not present in the reference?

prev1 pearson

Pearson correlation coefficient

prev1 chi2

Chi-squared test statistic

prev1 chi2 norm

Normalized chi-squared statistic

prev1 chi2 zscore

Z-score of the chi-squared statistic

prev1 chi2 pvalue

p-value of the chi-squared statistic

prev1 chi2 max residual

The largest absolute normalized residual (|chi|) observed in all bin pairs

prev1 chi2 spike count

The number of normalized residuals of all bin pairs with absolute value bigger than a given threshold (default: 7).

External Reference

Comparing each time slot to the reference data.

ref max prob diff

The largest absolute difference between all bin pairs of two normalized histograms

ref psi

Population Stability Index

ref jsd

Jensen-Shannon Divergence

ref ks

Kolmogorov-Smirnov test statistic

ref ks pvalue

p-value of the Kolmogorov-Smirnov test

ref ks zscore

Z-score of the Kolmogorov-Smirnov test

ref unknown labels

Are categories observed in a given time slot that are not present in the reference?

ref pearson

Pearson correlation coefficient

ref chi2

Chi-squared test statistic

ref chi2 norm

Normalized chi-squared statistic

ref chi2 zscore

Z-score of the chi-squared statistic

ref chi2 pvalue

p-value of the chi-squared statistic

ref chi2 max residual

The largest absolute normalized residual (|chi|) observed in all bin pairs

ref chi2 spike count

The number of normalized residuals of all bin pairs with absolute value bigger than a given threshold (default: 7).

Others

mean trend10 zscore

Significance of (rolling) trend in means of features

Profiles


Basic statistics of the data (profiles) calculated for each time period (a period is represented by one bin). The yellow and red lines represent the corresponding traffic light bounds (default: 4 and 7 standard deviations with respect to the reference data).

phik

phi-k correlation between the two variables of the histogram

count

Number of entries (non-NaN and NaN)

entropy

Entropy in nats

min

Minimum value

max

Maximum value

p01

1% percentile

p05

5% percentile

p16

16% percentile

p50

50% percentile (median)

p84

84% percentile

p95

95% percentile

p99

99% percentile

mean

Mean value

std

Standard deviation

filled

Number of non-missing entries (non-NaN)

distinct

Number of distinct entries

most probable value

Most probable value

nan

Number of missing entries (NaN)

overflow

Number of values larger than the maximum bin-edge of the histogram.

underflow

Number of values smaller than the minimum bin-edge of the histogram.

count

Number of entries (non-NaN and NaN)

entropy

Entropy in nats